Reducing False Alarms in Edge-Cloud Driver Monitoring Systems

Member	ID	Assigned Report Chapter
OUMAR MAMOUN IBRAHIM	U22200741	Chapter 4 & 5
ABDULLAH JAFAR ABDELHAMID	U23101327	Chapter 3
FARIS MUNADHIL AHMED ALAGHA	U23104246	Chapter 2
MOHAMED AHMED SAAD KHAFAGY	U20101649	Chapter 1

• Supervisor: Dr. Mohamad Khairi Bin Ishak

System features grouped by implementation status (Required, Desired, Future)

Status	Title
Required	Deployment on Raspberry Pi 5
Required	Speaker and LED bar alert
Required	1080p 30 FPS RGB camera
Required	Object detection model
Required	Internal logging
Required	Temporal filtering (EMA)
Desired	Camera-blind check
Desired	Model pruning and quantization
Desired	Subject-disjoint dataset collection
Desired	Hard-negative dataset
Desired	Class-specific alerting
Desired	Driver-centered crop tracking
Desired	New-driver calibration
Desired	Eye closure and microsleep alert
Desired	Power-cut-safe logging
Desired	Dashboard and cloud sync
Future	Multi-modal fusion
Future	Robustness study
Future	Multiple camera feed
Future	Steering wheel vibration
Future	Delete-my-data setting